Abstract: A method for analyzing a sample of wafers includes identifying F failure metrics applicable to at least one pattern on each wafer within the sample. Z spatial and/or reticle zones are identified on each wafer, where Z and F are integers. Values are provided for each failure metric, for each zone on each wafer. A point is defined for each respective wafer in an N-dimensional space, where N=F*Z, and each point has coordinates corresponding to values of the F failure metrics in each of the zones of the corresponding wafer. The sample of wafers is partitioned into a plurality of clusters, so that the wafers within each clusters are close to each other in the N-dimensional space. A plurality of clusters is thus identified from the sample of wafers so that within each individual cluster, the wafers have similar defects to each other.

Abstract: A method for analyzing a sample of wafers includes identifying F failure metrics applicable to at least one pattern on each wafer within the sample. Z spatial and/or reticle zones are identified on each wafer, where Z and F are integers. Values are provided for each failure metric, for each zone on each wafer. A point is defined for each respective wafer in an N-dimensional space, where N=F*Z, and each point has coordinates corresponding to values of the F failure metrics in each of the zones of the corresponding wafer. The sample of wafers is partitioned into a plurality of clusters, so that the wafers within each clusters are close to each other in the N-dimensional space. A plurality of clusters is thus identified from the sample of wafers so that within each individual cluster, the wafers have similar defects to each other.

Abstract: Method and apparatus for producing a thin film on a substrate set in a moving substrate holder is disclosed. Within a deposition chamber, a substrate is moved across a series of dedicated deposition zones and is subjected to repeated surface reactions with at least two different reactants. The reactants are fed into the dedicated deposition zones from a gas supply system that may include high speed valves that are timed to coordinate with the passage of the substrate so as to inject reactive gases repeatedly into the deposition zones. The dedicated deposition zones are separated by dedicated exhaust zones that direct each reactive gas along separate paths so as to minimize or eliminate mixing of different reactive species in the exhaust thus decreasing deposition within the exhaust system.